🌍 Society & Frontier risk-on · 1–3 years
A what‑if from the future

What if US immigrant labor surge revives potential GDP growth (good)?

Faster work-authorization processing adds prime-age workers, lifting potential GDP and tax receipts without overheating; a non-inflationary growth surprise supports earnings and broadens the equity rally.

28%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 28% · 90% range 8–49% · 40 analogues · measured class labor 64% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — labor ≈0.3374/yr → 64% in 3 yr64%
Analyst prior · editorial share 47% of the class30%
Pooled · weight 87%29%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)29%
Published28%

The class rate is measured from our dated, sourced event library (decade-normalized Poisson — the full table is public at base_rates.json). The variant’s share within its class is the analyst’s editorial call, published so you can audit it. A wider range means thinner precedent. Full recipe: methodology · scored at Reality Check.

The butterfly cascade

How this trigger trickles across markets, left → right — the root shock, its first‑order moves, then the ripple effects. Drag any node; tap a market for its real price history.

Resolution timeline — how this probability is moving

Our model's odds (gold) over time vs the crowd's (Polymarket, blue), from the past toward the 1–3 years horizon. Each dot is a real macro event that nudged the probability — green pushed it up, red pushed it down. Tap a dot for the source. The gold path is an illustrative reconstruction anchored to today's estimate — real dated events, not a live re-estimate history.

loading the timeline…

What it would mean

If this plays out, it is a risk-on shock. Faster work-authorization processing adds prime-age workers, lifting potential GDP and tax receipts without overheating; a non-inflationary growth surprise supports earnings and broadens the equity rally. The trigger decomposes into signed root‑shocks — Global growth ▲ · Growth surprise ▲ · Inflation expectations ▼ · Labor surplus ▲ · Risk appetite ▲ — which propagate through our causal graph to the markets below.

If it happens — the markets it would move

Biggest moves first. Projected moves are cascade-model priors; hist A–B% = what comparable past events actually did (measured abnormal returns), and model prior · unmeasured marks markets with no analogue backing yet. Tap any market for its price history.

MarketClassProjected move
1Solana SOLon Hyperliquid 📈 chartCrypto▲ +1.1%
hist -2.14–+1.59% · other way -6.3% (n=9)
2MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +1.1%
hist -5.51–+15.51% · other way +7.79% (n=11)
3Hyperliquid (HYPE) HYPEon HyperliquidCrypto▲ +1.0%
model prior · unmeasured
4Ether ETHon Hyperliquid 📈 chartCrypto▲ +0.9%
hist -1.2–+3.57% · other way -6.68% (n=9)
5Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +0.8%
hist -0.36–+0.72% · other way +0.51% (n=11)
6Volatility (VIX) VIXon Hyperliquid 📈 chartVol▼ -0.6%
hist -0.72–-0.03% · other way +3.45% (n=11)
7Bitcoin BTCon Hyperliquid 📈 chartCrypto▲ +0.6%
hist -1.1–+3.54% · other way -0.98% (n=10)
8Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +0.5%
hist -0.17–+1.03% · other way +0.8% (n=11)
9Tech sector XLK 📈 chartEquity▲ +0.4%
hist -0.64–+0.34% · other way +0.3% (n=11)
10S&P 500 SPXon Hyperliquid 📈 chartIndex▲ +0.4%
hist -0.42–+0.48% · other way -1.95% (n=12)
11Coinbase COINon Hyperliquid 📈 chartEquity▲ +0.3%
hist -4.34–+9.05% · other way +9.37% (n=9)
12Nvidia NVDAon Hyperliquid 📈 chartEquity▲ +0.3%
hist -0.05–+0.5% · other way +1.4% (n=11)
13AMD AMDon Hyperliquid 📈 chartEquity▲ +0.3%
hist -2.54–+0.86% · other way +4.91% (n=12)
14Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +0.3%
hist +0.01–+0.33% · other way +1.2% (n=11)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
For a common-man portfolio: A typical stock-heavy portfolio should benefit. Stay invested; you can lean modestly into the beneficiaries below.
Also moves (not yet on Hyperliquid): Tech sector +0.4% · Turkish lira +0.2% · High-yield credit +0.2% · Indian rupee +0.2% · Financials +0.2% · JPMorgan +0.1%

Historical precedent — what analogous events actually did

Across 40 analogous events (overlap‑weighted), as abnormal returns — market beta stripped, so it's the event's own effect, not the market backdrop. Shown at 20 days (persistent) and 5 days (immediate); ↺ fades = the two horizons disagree. Confidence = consistency × sample × significance.

Nasdaq Composite first close above 20000 2024-12 Strong May 2023 jobs report jolts yields higher 2023-06 Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 Bank of England's first post-pandemic rate hike 2021-12 Bank of Japan Kuroda QQE 'bazooka' 2013-04 Volcker Saturday Night Special 1979-10 Iranian rial slides to a new record low 2025-12 India RBI growth-pivot rate cut 2025-12 Platinum hits an 11-year high on Chinese jewelry demand and deficit 2025-06 Bitcoin tops $111,970 for a new all-time high 2025-05 H5N1 bird flu record US egg prices 2025-04 Henry Hub natural gas falls to an all-time inflation-adjusted low on record output 2024-11 S&P 500 first close above 6000 2024-11 Henry Hub natural gas hits a 25-year low amid record US production 2024-11 Palladium jumps after US pushes G7 sanctions on Russian metal 2024-10 Strong September 2024 jobs report reprices the Fed path 2024-10 Waha hub natural gas prices crash to record negative on Permian glut 2024-08 Nikkei 225 record single-day rebound 2024-08 Homebuilders rally as cool June CPI fuels rate-cut bets 2024-07 USD/JPY hits a 38-year high before a CPI-driven intervention 2024-07 Alphabet announces its first-ever dividend 2024-04 Ukrainian drone strikes hit Russian refineries, lifting crude and gasoline 2024-03 Hot January CPI delays Fed-cut hopes 2024-02 S&P 500 first close above 5000 2024-02 Blowout January 2024 jobs report lifts yields 2024-02 Neuralink implants its first human brain-computer interface 2024-01 Nifty 50 first crosses 20000 2023-09 LK-99 room-temperature superconductor claim 2023-07 Nifty 50 first crosses 19000 2023-06 OpenAI releases GPT-4 2023-03 NIF achieves fusion ignition 2022-12 Cool October 2022 CPI sparks huge bond-and-bank rally 2022-11 Hot September 2022 CPI sends yields and curve to cycle extremes 2022-10 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 European TTF gas hits all-time record high 2022-08 Inflation Reduction Act signed into law 2022-08 June 2022 CPI prints 9.1% 2022-07 May 2022 US CPI sends S&P into a bear market 2022-06 Sri Lanka suspends external debt payments 2022-04
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
JPM JPMLONG+2.0% · 5d +0.0%75%39 0.41✓ matches cascade
10y yield DGS10LONG+17bp · 5d +8bp67%40 0.31·
XLK XLKSHORT-0.7% · 5d -0.8%66%39 0.25⚠ differs
AMD AMDSHORT-2.4% · 5d -2.5%64%39 0.23⚠ differs
XLF XLFLONG+1.0% · 5d -0.1% ↺ fades61%39 0.20✓ matches cascade
KR200 KR200SHORT-0.1% · 5d -0.6%61%39 0.19⚠ differs
High-yield credit HYGSHORT-0.1% · 5d -0.1%61%39 0.16⚠ differs
NIFTY NIFTYLONG+0.9% · 5d -0.9% ↺ fades59%39 0.14✓ matches cascade
MSTR MSTRLONG+14.0% · 5d -1.3% ↺ fades57%39 0.13✓ matches cascade
Bitcoin BTCLONG+3.0% · 5d -2.7% ↺ fades57%38 0.11✓ matches cascade
ASML ASMLSHORT-1.5% · 5d -2.4%57%39 0.11⚠ differs
TSM TSMLONG+2.1% · 5d -0.6% ↺ fades55%39 0.08✓ matches cascade
SOL SOLSHORT-2.7% · 5d -8.0%55%38 0.07⚠ differs
Volatility VIXSHORT-0.4% · 5d -4.3%55%39 0.07✓ matches cascade

Methodology. Probability and impact are anchored to history and scored against what actually happens — wins and losses, in public, at Reality Check. Crowd odds live from Polymarket & Kalshi. By Vikas Singh, Quantitative Strategist. Updated 2026-07-03.